{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "be5dc1fa-dff4-41d0-bfc8-107f8d394332",
   "metadata": {},
   "source": [
    "Chapter 32\n",
    "# 高斯朴素贝叶斯\n",
    "Book_1《编程不难》 | 鸢尾花书：从加减乘除到机器学习  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f52fb61e-7b9e-40b4-9e23-b995682aa127",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from matplotlib.colors import ListedColormap\n",
    "from sklearn import neighbors, datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "77da8cf1-85ff-4593-af2e-fc0af7c2c03d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入并整理数据\n",
    "iris = datasets.load_iris()\n",
    "X = iris.data[:, :2]\n",
    "y = iris.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8ef728ca-d835-4d90-8397-a99027198f20",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成网格化数据\n",
    "x1_array = np.linspace(4,8,101)\n",
    "x2_array = np.linspace(1,5,101)\n",
    "xx1, xx2 = np.meshgrid(x1_array,x2_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "579b8457-3d97-4a32-91ae-98f8d3b19ce5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建色谱\n",
    "rgb = [[255, 238, 255],  \n",
    "       [219, 238, 244],  \n",
    "       [228, 228, 228]]  \n",
    "rgb = np.array(rgb)/255.\n",
    "cmap_light = ListedColormap(rgb)\n",
    "cmap_bold = [[255, 51, 0], \n",
    "             [0, 153, 255],\n",
    "             [138,138,138]]\n",
    "cmap_bold = np.array(cmap_bold)/255."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fcaa2594-3cf7-4340-ba6d-f738ccc98726",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.naive_bayes import GaussianNB\n",
    "# 创建高斯朴素贝叶斯分类器对象\n",
    "gnb = GaussianNB()\n",
    "gnb.fit(X, y)\n",
    "# 用高斯朴素贝叶斯分类器对一系列查询点进行预测\n",
    "q = np.c_[xx1.ravel(), xx2.ravel()]\n",
    "y_predict = gnb.predict(q)\n",
    "y_predict = y_predict.reshape(xx1.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "052e741d-2da1-485e-a4f7-5755f1b87936",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化\n",
    "fig, ax = plt.subplots()\n",
    "plt.contourf(xx1, xx2, y_predict, cmap=cmap_light)\n",
    "plt.contour(xx1, xx2, y_predict, levels=[0,1,2], \n",
    "            colors=np.array([0, 68, 138])/255.)\n",
    "sns.scatterplot(x=X[:, 0], y=X[:, 1], \n",
    "                hue=iris.target_names[y],\n",
    "                ax = ax,\n",
    "                palette=dict(setosa=cmap_bold[0,:],\n",
    "                versicolor=cmap_bold[1,:], \n",
    "                virginica=cmap_bold[2,:]),\n",
    "                alpha=1.0, \n",
    "                linewidth = 1, edgecolor=[1,1,1])\n",
    "plt.xlim(4, 8); plt.ylim(1, 5)\n",
    "plt.xlabel(iris.feature_names[0])\n",
    "plt.ylabel(iris.feature_names[1])\n",
    "ax.grid(linestyle='--', linewidth=0.25, \n",
    "        color=[0.5,0.5,0.5])\n",
    "ax.set_aspect('equal', adjustable='box')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
